WISE-ATTA: When to Ask for Labels in Budgeted Active Test-Time Adaptation

Muhammad Huzaifa, Lea Schönherr, Thorsten Eisenhofer

Active test-time adaptation (ATTA) improves robustness under distribution shift by updating a deployed model during inference while selectively querying supervision. However, most…